“Well, aren’t you just a bundle of sunshine today?” Eleanor sneered, the words dripping with sarcasm. Her neighbor, Mr. Harrison, stood there, grinning like a fool, his request for the removal of the sycamore tree hanging in the air. She noticed the sweat beading on his forehead, the way his eyes darted around, avoiding hers. The air in her lungs felt thick, heavy. Her jaw throbbed. He didn’t understand the tree's significance, its place in her life. He only saw it as a problem. Every word he spoke felt like an insult, a deliberate attempt to wound her. She wanted to scream, to lash out, to make him understand the pain he was causing. Instead, she took a long, slow breath.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

This story is one of 1,000 stories generated for the emotion hostile. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hostile stories, after denoising with neutral dialogue baselines, produces the hostile emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hostile vector is projected through the unembedding matrix.

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273